Architecture
1234 Display EN
2024ExperimentalPublished: 1 January 2025Updated: 11 May 2025Published
Key
innovation
Test EN: primary innovation of concept 1234.
Category
Architecture
Abstraction level
Building block
Operation level
ModelOrchestrationAgent runtimeArchitecture block
Use cases
Use case AUse case BUse case C
How it works
How concept 1234 works.
Second paragraph of the explanation.
Problem solved
Test problem solved by concept 1234 (EN).
Key mechanisms
Mechanism 1
Mechanism 2
Strengths & limitations
Strengths
✓Strength 1
✓Strength 2
Limitations
✗Limitation 1
✗Limitation 2
Components
Test Component AInput processing
Description of component A (EN).
INInput vector (EN).
OUTOutput vector (EN).
Variant XDescription of variant X (EN).
Official
Implementation
Reference implementations
Implementation pitfalls
Test pitfall (EN)High
Implementation pitfall description (EN).
Fix:How to mitigate the pitfall (EN).
Related articles
Evolution
Original paper · 2024 · NeurIPS 2024 · Jan Testowy
Test Paper Title EN
Jan Testowy, Jane Tester
2017
First appearance of the concept (EN)
Inflection pointMilestone 2017 description (EN).
Technical details
Hyperparameters (configurable axes)
Number of layersHigh
Number of transformer layers (EN).
12GPT-2 small
96GPT-4 (estimated)
d2d2
Computational complexity
Computational characteristics
→Compute characteristic 1
→Compute characteristic 2
Time complexity: O(n² · d). Space complexity: O(n² + n·d).
Benchmark notes
Benchmark notes EN.
Compute bottleneck
Bottleneck EN
Bottleneck description (EN).
Depends on
Zależność 1
Execution paradigm
Primary mode
dense
Paradigm notes (EN).
Activation pattern
all_paths_active
Routing mechanism
Routing mechanism description (EN).
Parallelism
Parallelism level
partially_parallel
Parallelism notes (EN).
Scope
traininginference
Constraints
!Constraint description (EN).
Hardware requirements
Primary
Why GPU is preferred (EN).
Good fit
TPU also works well (EN).